Were Early Christians Known to Be Moral Reprobates?

Many modern Christians think Christians are inherently more moral than non-believers. Non-Christians, as a rule, don't think so. What about in the ancient world? Why is it that the most widely attested view among ancient pagans was the opposite, that Christians were dangerously immoral reprobates? Why weren't they seen as stalwart proponents of family values?